{"id":"W4307100072","doi":"10.55221/1932-7846.1262","title":"Strategies for Christian Educators and Administrators to move from pre-pandemic VUCA reaction to post-pandemic VUCA 2.0 response.","year":2022,"lang":"en","type":"article","venue":"International Christian Community of Teacher Educators Journal","topic":"Education and Communication Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity Western University","funders":"","keywords":"Pandemic; Commit; Public relations; Diligence; Identity (music); Political science; Sociology; Pedagogy; Psychology; Coronavirus disease 2019 (COVID-19); Social psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004185018,0.0002685103,0.0003662381,0.0006421154,0.003178877,0.0003207907,0.001791884,0.000109944,0.0007604821],"category_scores_gemma":[0.002002361,0.0003062365,0.0001738797,0.0003835898,0.000321406,0.0003883559,0.0004510746,0.001453793,0.0000114125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001119831,"about_ca_system_score_gemma":0.003423698,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0281649,"about_ca_topic_score_gemma":0.005113916,"domain_scores_codex":[0.9955136,0.002256376,0.000764624,0.0002843395,0.0007940555,0.000386958],"domain_scores_gemma":[0.996047,0.001498566,0.0005703331,0.0005662983,0.0007612341,0.0005565198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001637571,0.001934507,0.1602504,0.00002172147,0.0005528327,0.000001131355,0.7331873,0.00005067933,0.002373234,0.003323562,0.0818212,0.01484583],"study_design_scores_gemma":[0.0002980916,0.0002877078,0.1951887,0.00004455206,0.00003698129,0.00002432062,0.5636563,0.000003061859,0.00002414045,0.001915274,0.2382847,0.000236139],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9649529,0.0005947592,0.0001531074,0.02913441,0.002727172,0.0004778641,0.000252259,0.0000704806,0.001637023],"genre_scores_gemma":[0.9948033,0.0001185094,0.001433695,0.00144469,0.000687551,0.0002186674,0.00007796848,0.00003640326,0.001179182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1695309,"threshold_uncertainty_score":0.999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06304042292788085,"score_gpt":0.409966863181412,"score_spread":0.3469264402535311,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}